AI Metrics to Track:
4 New GEO KPIs to Replace Outdated SEO Metrics

From Static Banners to Smart Conversations: Why ChatGPT’s Ad Test is a Win for Semiconductor Marketing

AI Metrics to Track:
4 New GEO KPIs to Replace Outdated SEO Metrics

Sandra and I recently returned from Embedded World 2026 in Nuremberg. The energy was high. Walking through the massive exhibition halls, the momentum of innovation was palpable. From Edge and Vision AI to the new frontiers of Physical and Gen AI, the pace of creative engineering is sprinting.  
At first glance, the show floor can feel overwhelming for a visitor or a potential customer. There are hundreds of companies offering camera modules, processors, AI accelerators, sensors, development boards, software platforms, and complete systems. Many of them solve similar problems. Many of them target the same industries. And almost every booth is demonstrating some form of AI capability.
But amid the sea of sensors and AI accelerators, one question kept surfacing: In a room full of "world-firsts", how does a company stand out?
Moving Beyond the Datasheet
Technology alone rarely creates differentiation if customers cannot easily understand the value. Many companies focus heavily on specifications, performance benchmarks, or architecture diagrams. While these are important for engineers, they are rarely enough to guide a customer through the full journey of discovery and adoption.
The Insight: The companies that win are not just those with the fastest or the “world’s-best” or the “world’s-first” chips. They are the ones who clearly explain the problem they solve and why their approach matters.
The Strategic Marketing Framework
At Anion Marketing, our experience shows that technology companies must master three specific goals to move from "solution provider" to "market leader":
For emerging technologies like Physical AI, this requires more than a product launch. It requires educational leadership. When you guide your audience through the why and the how, not just the what, you build trust, which is the most valuable currency in this industry.
We work closely with marketing, product, and sales teams to focus not just on what the technology does, but on what matters most to the customer. In many cases, customers do not start with a clearly defined problem. They experience symptoms such as inefficiencies, rising costs, or limitations they have learned to work around. The companies that stand out are the ones that help customers recognize and clearly articulate these challenges before presenting a solution.
Our role is to help teams move beyond features and specifications to frame the problem in a way that resonates. When customers feel understood, they are more open to the solution. We also ensure these insights reach the right engineers and decision makers early in their research process, because the company that helps define the problem often shapes how the solution is evaluated.
Learn More About Our Services
Goal
What it Means for the Customer
Be Known
Establishing a clear, authoritative presence in a crowded industry.
Be Found
Ensuring your expertise shows up exactly where customers are researching solutions.
Be Chosen
Translating technical complexity into a narrative and enablement that proves you are the right fit.
Embedded World 2026 reinforced a simple truth. The real differentiator is not just the silicon or the code, but how clearly you communicate value in a way that informs and empowers the customer.
The companies that stand out are the ones that connect their technology to real people, real challenges, and real outcomes. When messaging reflects the customer’s world, it becomes relatable and memorable.
In the end, it is not just about what you build, but how well you connect and help your customer move forward.

About Author

Anuja-bhattacharya
Lalitha Oruganti

Founding Partner, Anion Marketing

Passionate about semiconductors and emerging tech with expertise in product strategy and market development.
Published on
Next update on
March 16, 2026
September 2026
Reading time
Author name
4 minutes
Sagar Chawla
No items found.
Published on
Next update on
February 3, 2026
August 2026
Reading time
Author name
4 Minutes

About Author

Anuja-bhattacharya
Sagar Chawla

Digital Marketing Manager at Anion Marketing

Engineer turned storyteller turned marketer. Apart from running campaigns and demystifying MarTech, can talk for hours about science, tech, life, and movies - in that order.
Sandra and I recently returned from Embedded World 2026 in Nuremberg. The energy was high. Walking through the massive exhibition halls, the momentum of innovation was palpable. From Edge and Vision AI to the new frontiers of Physical and Gen AI, the pace of creative engineering is sprinting.
At first glance, the show floor can feel overwhelming for a visitor or a potential customer. There are hundreds of companies offering camera modules, processors, AI accelerators, sensors, development boards, software platforms, and complete systems. Many of them solve similar problems. Many of them target the same industries. And almost every booth is demonstrating some form of AI capability.
But amid the sea of sensors and AI accelerators, one question kept surfacing: In a room full of "world-firsts", how does a company stand out?
Moving Beyond the Datasheet
Technology alone rarely creates differentiation if customers cannot easily understand the value. Many companies focus heavily on specifications, performance benchmarks, or architecture diagrams. While these are important for engineers, they are rarely enough to guide a customer through the full journey of discovery and adoption.
The Insight: The companies that win are not just those with the fastest or the “world’s-best” or the “world’s-first” chips. They are the ones who clearly explain the problem they solve and why their approach matters.
The Strategic Marketing Framework
At Anion Marketing, our experience shows that technology companies must master three specific goals to move from "solution provider" to "market leader":
For emerging technologies like Physical AI, this requires more than a product launch. It requires educational leadership. When you guide your audience through the why and the how, not just the what, you build trust, which is the most valuable currency in this industry.
We work closely with marketing, product, and sales teams to focus not just on what the technology does, but on what matters most to the customer. In many cases, customers do not start with a clearly defined problem. They experience symptoms such as inefficiencies, rising costs, or limitations they have learned to work around. The companies that stand out are the ones that help customers recognize and clearly articulate these challenges before presenting a solution.
Our role is to help teams move beyond features and specifications to frame the problem in a way that resonates. When customers feel understood, they are more open to the solution. We also ensure these insights reach the right engineers and decision makers early in their research process, because the company that helps define the problem often shapes how the solution is evaluated.
Learn More About Our Services
Goal
What it Means for the Customer
Be Known
Establishing a clear, authoritative presence in a crowded industry.
Be Found
Ensuring your expertise shows up exactly where customers are researching solutions.
Be Chosen
Translating technical complexity into a narrative and enablement that proves you are the right fit.
Metric
Definition
01AI signal rate
The frequency at which your brand appears in AI responses for specific topical prompts.
02AI citation rate
The percentage of AI responses that explicitly link back to your website as a source.
03AI share of model (SoM)
Your brand's presence within a model compared to competitors for a whole category.
04AI influenced bounce rate
The percentage of users who land on your site via an AI referral link but leave without engagement.
05Zero-click visibility
Impressions where the AI answers the user completely without them needing to click a link.
06Answer accuracy rate
How often the AI provides correct, factually sound information about your products.
07Trust signal strength
The presence of trust markers (reviews, awards, expert names) that AI uses to verify you.
08AI-influenced conv. rate
Conversions that originate from users who interacted with an AI about your brand first.
09Revenue per AI visit
The average value of a user coming from an AI referral link.
10Presence vs. absence rate
Rate of brand inclusion or exclusion in AI responses for topics relevant to your brand.
Embedded World 2026 reinforced a simple truth. The real differentiator is not just the silicon or the code, but how clearly you communicate value in a way that informs and empowers the customer.
The companies that stand out are the ones that connect their technology to real people, real challenges, and real outcomes. When messaging reflects the customer’s world, it becomes relatable and memorable.
In the end, it is not just about what you build, but how well you connect and help your customer move forward.

About Author

Anuja-bhattacharya
Lalitha Oruganti

Founding Partner, Anion Marketing

Passionate about semiconductors and emerging tech with expertise in product strategy and market development.
Published on
Next update on
March 16, 2026
September 2026
Reading time
Author name
4 minutes
Sagar Chawla
No items found.
Published on
Next update on
February 3, 2026
August 2026
Reading time
Author name
4 Minutes

About Author

Anuja-bhattacharya
Sagar Chawla

Digital Marketing Manager at Anion Marketing

Engineer turned storyteller turned marketer. Apart from running campaigns and demystifying MarTech, can talk for hours about science, tech, life, and movies - in that order.
Similar News
side-arrow-icon
Chips, China, and the AI reckoning image2

The New Frontier of Search: Is Your Brand Visible to AI?

Chips, China, and the AI reckoning image2

How Engineers Trust YouTube for Research, and Why B2B Brands Need to Pay Attention

Chips, China, and the AI reckoning image2

Maya and the Ten Scouts: A Simple Story About AI Search

Why Managing Marketing with Five Tools is Killing Your Results

Published on: Dec, 18 2025
side-arrow-icon

Subject Matter Experts to Thought Leaders: Strategically Turning Knowledge into Influence with the Four Pillars

Published on: Dec, 16 2025
side-arrow-icon

Maya and the Ten Scouts: A Simple Story about AI Search

Published on: Dec, 05 2025
side-arrow-icon
Chips, China, and the AI reckoning image2

The New Frontier of Search: Is Your Brand Visible to AI?

Published on: Oct, 09 2025
side-arrow-icon
PR-blog-image

How Engineers Trust YouTube for Research, and Why B2B Brands Need to Pay Attention

Published on: Oct, 07 2025
side-arrow-icon
Chips, China, and the AI reckoning image

Maya and the Ten Scouts: A Simple Story about AI Search

Published on: Sep, 02 2025
side-arrow-icon